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Truth Finding on the Deep Web: Is the Problem Solved?

Summary: Examines truthfulness of Deep Web data in stock and flight domains, finding pervasive inconsistency and varied accuracy across sources. Applies state-of-the-art data fusion to resolve conflicts, analyzes strengths/limits, and sketches directions for future research. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
10758
Venue
VLDB
Year
2013
Pagerank
0.00013246179
Overall Rank
1,214 | 91.57%
DOI
-

Incoming Non-self Citations Over Time

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Incoming Citations (Sorted by Pagerank)

Showing 37 of 37 citing papers.

Rank Citing Paper Year Venue Pagerank
192 HoloClean: Holistic Data Repairs with Probabilistic Inference 2017 VLDB 0.00035692958
906 Fusing Data with Correlations 2014 SIGMOD 0.00015420344
1,895 Baran: Effective Error Correction via a Unified Context Representation and Transfer Learning 2020 VLDB 0.00010174634
2,366 Data Market Platforms: Trading Data Assets to Solve Data Problems 2020 VLDB 8.9521259e-05
2,422 From Data Fusion to Knowledge Fusion 2014 VLDB 8.8452901e-05
2,571 Resolving Conflicts in Heterogeneous Data by Truth Discovery and Source Reliability Estimation 2014 SIGMOD 8.5157375e-05
2,607 Extraction and Integration of Partially Overlapping Web Sources 2013 VLDB 8.4615436e-05
3,142 Time Series Data Cleaning: From Anomaly Detection to Anomaly Repairing 2017 VLDB 7.4905759e-05
3,268 QASCA: A Quality-Aware Task Assignment System for Crowdsourcing Applications 2015 SIGMOD 7.3027561e-05
3,502 Knowledge-Based Trust: Estimating the Trustworthiness of Web Sources 2015 VLDB 7.0333e-05
3,900 SLiMFast: Guaranteed Results for Data Fusion and Source Reliability 2017 SIGMOD 6.649432e-05
4,016 A Confidence-Aware Approach for Truth Discovery on Long-Tail Data 2015 VLDB 6.5280895e-05
4,102 Less is More: Selecting Sources Wisely for Integration 2013 VLDB 6.4462412e-05
4,596 Data Integration and Machine Learning: A Natural Synergy 2018 SIGMOD 6.0540725e-05
4,911 Temporal Rules Discovery for Web Data Cleaning 2016 VLDB 5.8349225e-05
4,991 Sequential Data Cleaning: A Statistical Approach 2016 SIGMOD 5.7754141e-05
6,354 Characterizing and Selecting Fresh Data Sources 2014 SIGMOD 5.0941763e-05
6,447 Multivariate Time Series Cleaning under Speed Constraints 2024 SIGMOD 5.0534784e-05
6,555 Knowledge Verification for Long-Tail Verticals 2017 VLDB 5.0076317e-05
6,582 SCREEN: Stream Data Cleaning under Speed Constraints 2015 SIGMOD 4.9979977e-05
6,780 Domain-Aware Multi-Truth Discovery from Conflicting Sources 2018 VLDB 4.9230376e-05
6,943 Estimating the Impact of Unknown Unknowns on Aggregate Query Results 2016 SIGMOD 4.8876509e-05
7,221 Akane: Perplexity-Guided Time Series Data Cleaning 2024 SIGMOD 4.7919849e-05
7,241 Data Integration and Machine Learning: A Natural Synergy 2018 VLDB 4.7867685e-05
7,784 Authenticated Online Data Integration Services 2015 SIGMOD 4.6472451e-05
7,919 DEXTER: Large-Scale Discovery and Extraction of Product Specifications on the Web 2015 VLDB 4.6123189e-05
8,154 Why Not Match: On Explanations of Event Pattern Queries 2021 SIGMOD 4.5708988e-05
8,839 The Cost of Representation by Subset Repairs 2025 VLDB 4.4346105e-05
8,849 SourceSight: Enabling Effective Source Selection 2016 SIGMOD 4.4326582e-05
9,354 GIDCL: A Graph-Enhanced Interpretable Data Cleaning Framework with Large Language Models 2024 SIGMOD 4.3484715e-05
9,923 On Saving Outliers for Better Clustering over Noisy Data 2021 SIGMOD 4.2503475e-05
10,519 Table Overlap Estimation through Graph Embeddings 2025 SIGMOD 4.1905499e-05
10,520 The Best of Both Worlds: On Repairing Timestamps and Attribute Values for Multivariate Time Series 2025 SIGMOD 4.1905499e-05
10,954 Determining the Largest Overlap between Tables 2024 SIGMOD 4.1905499e-05
11,009 FusionQuery: On-demand Fusion Queries over Multi-source Heterogeneous Data 2024 VLDB 4.1905499e-05
11,778 Staging User Feedback toward Rapid Conflict Resolution in Data Fusion 2017 SIGMOD 4.1905499e-05
11,903 Finding Quality in Quantity: The Challenge of Discovering Valuable Sources for Integration 2015 CIDR 4.1905499e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 9 of 9 cited papers.

Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.

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